UNET for Polyp Segmentation in TensorFlow 2.0 (Keras) | Semantic Segmentation | Deep Learning

#unet #polypsegmentation In this video, we are going to build another semantic segmentation model using the famous UNET architecture for Polyp Segmentation. Things, we are going to learn 1. What is Polyp 2. What is Semantic Segmentation 3. What is U-Net 4. Dataset 5. Project structure 6. Implementation What is a polyp? A polyp is a growth of tissue on the lining of the colon and rectum that projects into the intestines. What is semantic segmentation? The goal of semantic image segmentation is to label each pixel of an image with a corresponding class. It is also called Dense prediction. What is U-Net? U-Net is a fully convolutional neural network that was developed by Olaf Ronneberger. It was specially developed for the purpose of biomedical image segmentation. BLOG: https://idiotdeveloper.com/polyp-segmentation-using-unet-in-tensorflow-2/ CODE: https://github.com/nikhilroxtomar/Polyp-Segmentation-using-UNET-in-TensorFlow-2.0 UNET Implementation in TensorFlow: https://idiotdeveloper.com/unet-implementation-in-tensorflow-using-keras-api/ DATASET: https://polyp.grand-challenge.org/CVCClinicDB/ https://www.dropbox.com/s/p5qe9eotetjnbmq/CVC-ClinicDB.rar?dl=0 MY GEARS: Intel i5-7400: https://amzn.to/3ilpq95 Gigabyte GA-B250M-D2V: https://amzn.to/3oPuntd ZOTAC GeForce GTX 1060: https://amzn.to/2XNtsxn LG 22MP68VQ 22 inch IPS Monitor: https://amzn.to/3soUKs5 Corsair VENGEANCE LPX 16GB: https://amzn.to/2LVyR2L WD Green 240 GB SSD: https://amzn.to/3igt1Ft 1TB WD Blue: https://amzn.to/38I6uhw Corsair VS550 550W: https://amzn.to/3nILHi3 Zebronics BT4440RUCF 4.1 Speakers: https://amzn.to/2XGu203 Segate 1TB Portable Hard Disk: https://amzn.to/3bF8YPG Seagate Backup Plus Hub 8 TB External HDD: https://amzn.to/39wcqtj Maono AU-A04 Condenser Microphone: https://amzn.to/35HHiWC Techlicious 3.5mm Clip Microphone: https://amzn.to/3bERKSD Redgear Dagger Headphones: https://amzn.to/3ssZNYr FOLLOW ME ON: BLOG: https://idiotdeveloper.com https://sciencetonight.com FACEBOOK: https://www.facebook.com/idiotdeveloper TWITTER: https://twitter.com/nikhilroxtomar INSTAGRAM: https://instagram/nikhilroxtomar PATREON: https://www.patreon.com/idiotdeveloper